Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 2111 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 9 |
| Duplicate rows (%) | 0.4% |
| Total size in memory | 280.5 KiB |
| Average record size in memory | 136.1 B |
Variable types
| Categorical | 5 |
|---|---|
| Numeric | 8 |
| Boolean | 4 |
| Dataset has 9 (0.4%) duplicate rows | Duplicates |
Gender is highly correlated with Height and 2 other fields | High correlation |
family_history_with_overweight is highly correlated with Weight and 2 other fields | High correlation |
NObeyesdad is highly correlated with Gender and 4 other fields | High correlation |
Age is highly correlated with Weight and 2 other fields | High correlation |
Height is highly correlated with Gender and 1 other fields | High correlation |
Weight is highly correlated with Gender and 7 other fields | High correlation |
FCVC is highly correlated with NObeyesdad | High correlation |
CAEC is highly correlated with family_history_with_overweight | High correlation |
CH2O is highly correlated with Weight | High correlation |
FAF is highly correlated with Weight | High correlation |
TUE is highly correlated with Weight | High correlation |
MTRANS is highly correlated with Age | High correlation |
FAF has 411 (19.5%) zeros | Zeros |
TUE has 557 (26.4%) zeros | Zeros |
Reproduction
| Analysis started | 2023-05-26 04:30:42.707247 |
|---|---|
| Analysis finished | 2023-05-26 04:31:06.028758 |
| Duration | 23.32 seconds |
| Software version | pandas-profiling v3.3.0 |
| Download configuration | config.json |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.6 KiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.988157271 |
| Min length | 4 |
Characters and Unicode
| Total characters | 10530 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Female |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 1068 | |
| Female | 1043 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| male | 1068 | |
| female | 1043 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 3154 | |
| a | 2111 | |
| l | 2111 | |
| M | 1068 | 10.1% |
| F | 1043 | 9.9% |
| m | 1043 | 9.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 8419 | |
| Uppercase Letter | 2111 | 20.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 3154 | |
| a | 2111 | |
| l | 2111 | |
| m | 1043 | 12.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 1068 | |
| F | 1043 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 10530 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 3154 | |
| a | 2111 | |
| l | 2111 | |
| M | 1068 | 10.1% |
| F | 1043 | 9.9% |
| m | 1043 | 9.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10530 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 3154 | |
| a | 2111 | |
| l | 2111 | |
| M | 1068 | 10.1% |
| F | 1043 | 9.9% |
| m | 1043 | 9.9% |
| Distinct | 1402 |
|---|---|
| Distinct (%) | 66.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.31259991 |
| Minimum | 14 |
|---|---|
| Maximum | 61 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.6 KiB |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 17.8914285 |
| Q1 | 19.947192 |
| median | 22.77789 |
| Q3 | 26 |
| 95-th percentile | 38.09807 |
| Maximum | 61 |
| Range | 47 |
| Interquartile range (IQR) | 6.052808 |
Descriptive statistics
| Standard deviation | 6.345968274 |
|---|---|
| Coefficient of variation (CV) | 0.2610156173 |
| Kurtosis | 2.826389029 |
| Mean | 24.31259991 |
| Median Absolute Deviation (MAD) | 3.22211 |
| Skewness | 1.529100354 |
| Sum | 51323.89841 |
| Variance | 40.27131333 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 18 | 128 | 6.1% |
| 26 | 101 | 4.8% |
| 21 | 96 | 4.5% |
| 23 | 89 | 4.2% |
| 19 | 59 | 2.8% |
| 20 | 48 | 2.3% |
| 22 | 39 | 1.8% |
| 17 | 30 | 1.4% |
| 24 | 18 | 0.9% |
| 25 | 16 | 0.8% |
| Other values (1392) | 1487 |
| Value | Count | Frequency (%) |
| 14 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 16 | 9 | |
| 16.093234 | 1 | < 0.1% |
| 16.129279 | 1 | < 0.1% |
| 16.172992 | 1 | < 0.1% |
| 16.198153 | 1 | < 0.1% |
| 16.240576 | 1 | < 0.1% |
| 16.270434 | 1 | < 0.1% |
| 16.30687 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 61 | 1 | |
| 56 | 1 | |
| 55.24625 | 1 | |
| 55.137881 | 1 | |
| 55.022494 | 1 | |
| 55 | 2 | |
| 52 | 1 | |
| 51 | 1 | |
| 50.832559 | 1 | |
| 47.7061 | 1 |
| Distinct | 1574 |
|---|---|
| Distinct (%) | 74.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.701677353 |
| Minimum | 1.45 |
|---|---|
| Maximum | 1.98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.6 KiB |
Quantile statistics
| Minimum | 1.45 |
|---|---|
| 5-th percentile | 1.5482905 |
| Q1 | 1.63 |
| median | 1.700499 |
| Q3 | 1.768464 |
| 95-th percentile | 1.85 |
| Maximum | 1.98 |
| Range | 0.53 |
| Interquartile range (IQR) | 0.138464 |
Descriptive statistics
| Standard deviation | 0.09330481987 |
|---|---|
| Coefficient of variation (CV) | 0.0548310875 |
| Kurtosis | -0.5629488933 |
| Mean | 1.701677353 |
| Median Absolute Deviation (MAD) | 0.069769 |
| Skewness | -0.01285464646 |
| Sum | 3592.240893 |
| Variance | 0.008705789411 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.7 | 60 | 2.8% |
| 1.65 | 50 | 2.4% |
| 1.6 | 43 | 2.0% |
| 1.75 | 39 | 1.8% |
| 1.62 | 36 | 1.7% |
| 1.8 | 28 | 1.3% |
| 1.72 | 19 | 0.9% |
| 1.63 | 17 | 0.8% |
| 1.67 | 16 | 0.8% |
| 1.78 | 15 | 0.7% |
| Other values (1564) | 1788 |
| Value | Count | Frequency (%) |
| 1.45 | 1 | < 0.1% |
| 1.456346 | 1 | < 0.1% |
| 1.48 | 1 | < 0.1% |
| 1.481682 | 1 | < 0.1% |
| 1.483284 | 1 | < 0.1% |
| 1.486484 | 1 | < 0.1% |
| 1.489409 | 1 | < 0.1% |
| 1.491441 | 1 | < 0.1% |
| 1.498561 | 1 | < 0.1% |
| 1.5 | 13 |
| Value | Count | Frequency (%) |
| 1.98 | 1 | |
| 1.975663 | 1 | |
| 1.947406 | 1 | |
| 1.942725 | 1 | |
| 1.931263 | 1 | |
| 1.930416 | 1 | |
| 1.93 | 2 | |
| 1.92 | 1 | |
| 1.919543 | 1 | |
| 1.918859 | 1 |
| Distinct | 1525 |
|---|---|
| Distinct (%) | 72.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 86.58605813 |
| Minimum | 39 |
|---|---|
| Maximum | 173 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.6 KiB |
Quantile statistics
| Minimum | 39 |
|---|---|
| 5-th percentile | 48.5 |
| Q1 | 65.473343 |
| median | 83 |
| Q3 | 107.430682 |
| 95-th percentile | 131.9161515 |
| Maximum | 173 |
| Range | 134 |
| Interquartile range (IQR) | 41.957339 |
Descriptive statistics
| Standard deviation | 26.19117175 |
|---|---|
| Coefficient of variation (CV) | 0.3024871707 |
| Kurtosis | -0.6998981576 |
| Mean | 86.58605813 |
| Median Absolute Deviation (MAD) | 21.735215 |
| Skewness | 0.2554104954 |
| Sum | 182783.1687 |
| Variance | 685.9774774 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 80 | 59 | 2.8% |
| 70 | 43 | 2.0% |
| 50 | 42 | 2.0% |
| 75 | 40 | 1.9% |
| 60 | 37 | 1.8% |
| 65 | 26 | 1.2% |
| 42 | 22 | 1.0% |
| 90 | 20 | 0.9% |
| 78 | 19 | 0.9% |
| 45 | 18 | 0.9% |
| Other values (1515) | 1785 |
| Value | Count | Frequency (%) |
| 39 | 1 | |
| 39.101805 | 1 | |
| 39.371523 | 1 | |
| 39.695295 | 1 | |
| 39.850137 | 1 | |
| 40 | 1 | |
| 40.202773 | 1 | |
| 40.343463 | 1 | |
| 41.220175 | 1 | |
| 41.268597 | 1 |
| Value | Count | Frequency (%) |
| 173 | 1 | |
| 165.057269 | 1 | |
| 160.935351 | 1 | |
| 160.639405 | 1 | |
| 155.872093 | 1 | |
| 155.242672 | 1 | |
| 154.618446 | 1 | |
| 153.959945 | 1 | |
| 153.149491 | 1 | |
| 152.720545 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.2 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 1726 | |
| False | 385 | 18.2% |
FAVC
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.2 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 1866 | |
| False | 245 | 11.6% |
| Distinct | 810 |
|---|---|
| Distinct (%) | 38.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.419043062 |
| Minimum | 1 |
|---|---|
| Maximum | 3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1.5232145 |
| Q1 | 2 |
| median | 2.385502 |
| Q3 | 3 |
| 95-th percentile | 3 |
| Maximum | 3 |
| Range | 2 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.5339265785 |
|---|---|
| Coefficient of variation (CV) | 0.2207180959 |
| Kurtosis | -0.637545902 |
| Mean | 2.419043062 |
| Median Absolute Deviation (MAD) | 0.385502 |
| Skewness | -0.4329058314 |
| Sum | 5106.599903 |
| Variance | 0.2850775912 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3 | 652 | |
| 2 | 600 | |
| 1 | 33 | 1.6% |
| 2.823179 | 2 | 0.1% |
| 2.21498 | 2 | 0.1% |
| 2.795086 | 2 | 0.1% |
| 2.442536 | 2 | 0.1% |
| 2.81646 | 2 | 0.1% |
| 2.938031 | 2 | 0.1% |
| 2.954996 | 2 | 0.1% |
| Other values (800) | 812 |
| Value | Count | Frequency (%) |
| 1 | 33 | |
| 1.003566 | 1 | < 0.1% |
| 1.005578 | 1 | < 0.1% |
| 1.00876 | 1 | < 0.1% |
| 1.031149 | 1 | < 0.1% |
| 1.036159 | 1 | < 0.1% |
| 1.036414 | 1 | < 0.1% |
| 1.052699 | 1 | < 0.1% |
| 1.053534 | 1 | < 0.1% |
| 1.063449 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 3 | 652 | |
| 2.998441 | 1 | < 0.1% |
| 2.997951 | 1 | < 0.1% |
| 2.997524 | 1 | < 0.1% |
| 2.996717 | 1 | < 0.1% |
| 2.996186 | 1 | < 0.1% |
| 2.995599 | 1 | < 0.1% |
| 2.99448 | 1 | < 0.1% |
| 2.992329 | 1 | < 0.1% |
| 2.992205 | 1 | < 0.1% |
NCP
Real number (ℝ≥0)
| Distinct | 635 |
|---|---|
| Distinct (%) | 30.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.68562805 |
| Minimum | 1 |
|---|---|
| Maximum | 4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2.658738 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 3.750881 |
| Maximum | 4 |
| Range | 3 |
| Interquartile range (IQR) | 0.341262 |
Descriptive statistics
| Standard deviation | 0.7780386488 |
|---|---|
| Coefficient of variation (CV) | 0.2897045438 |
| Kurtosis | 0.3855266238 |
| Mean | 2.68562805 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.107097267 |
| Sum | 5669.360813 |
| Variance | 0.6053441391 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3 | 1203 | |
| 1 | 199 | 9.4% |
| 4 | 69 | 3.3% |
| 2.77684 | 2 | 0.1% |
| 3.985442 | 2 | 0.1% |
| 1.73762 | 2 | 0.1% |
| 1.894384 | 2 | 0.1% |
| 1.104642 | 2 | 0.1% |
| 2.644692 | 2 | 0.1% |
| 3.559841 | 2 | 0.1% |
| Other values (625) | 626 |
| Value | Count | Frequency (%) |
| 1 | 199 | |
| 1.000283 | 1 | < 0.1% |
| 1.000414 | 1 | < 0.1% |
| 1.00061 | 1 | < 0.1% |
| 1.001383 | 1 | < 0.1% |
| 1.001542 | 1 | < 0.1% |
| 1.001633 | 1 | < 0.1% |
| 1.005391 | 1 | < 0.1% |
| 1.009426 | 1 | < 0.1% |
| 1.010319 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 4 | 69 | |
| 3.999591 | 1 | < 0.1% |
| 3.998766 | 1 | < 0.1% |
| 3.998618 | 1 | < 0.1% |
| 3.995957 | 1 | < 0.1% |
| 3.995147 | 1 | < 0.1% |
| 3.994588 | 1 | < 0.1% |
| 3.990925 | 1 | < 0.1% |
| 3.98955 | 1 | < 0.1% |
| 3.989492 | 1 | < 0.1% |
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.6 KiB |
| Sometimes | |
|---|---|
| Frequently | |
| Always | 53 |
| no | 51 |
Length
| Max length | 10 |
|---|---|
| Median length | 9 |
| Mean length | 8.870203695 |
| Min length | 2 |
Characters and Unicode
| Total characters | 18725 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Sometimes |
|---|---|
| 2nd row | Sometimes |
| 3rd row | Sometimes |
| 4th row | Sometimes |
| 5th row | Sometimes |
Common Values
| Value | Count | Frequency (%) |
| Sometimes | 1765 | |
| Frequently | 242 | 11.5% |
| Always | 53 | 2.5% |
| no | 51 | 2.4% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| sometimes | 1765 | |
| frequently | 242 | 11.5% |
| always | 53 | 2.5% |
| no | 51 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 4014 | |
| m | 3530 | |
| t | 2007 | |
| s | 1818 | |
| o | 1816 | |
| S | 1765 | |
| i | 1765 | |
| y | 295 | 1.6% |
| l | 295 | 1.6% |
| n | 293 | 1.6% |
| Other values (7) | 1127 | 6.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 16665 | |
| Uppercase Letter | 2060 | 11.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 4014 | |
| m | 3530 | |
| t | 2007 | |
| s | 1818 | |
| o | 1816 | |
| i | 1765 | |
| y | 295 | 1.8% |
| l | 295 | 1.8% |
| n | 293 | 1.8% |
| r | 242 | 1.5% |
| Other values (4) | 590 | 3.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 1765 | |
| F | 242 | 11.7% |
| A | 53 | 2.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 18725 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 4014 | |
| m | 3530 | |
| t | 2007 | |
| s | 1818 | |
| o | 1816 | |
| S | 1765 | |
| i | 1765 | |
| y | 295 | 1.6% |
| l | 295 | 1.6% |
| n | 293 | 1.6% |
| Other values (7) | 1127 | 6.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 18725 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 4014 | |
| m | 3530 | |
| t | 2007 | |
| s | 1818 | |
| o | 1816 | |
| S | 1765 | |
| i | 1765 | |
| y | 295 | 1.6% |
| l | 295 | 1.6% |
| n | 293 | 1.6% |
| Other values (7) | 1127 | 6.0% |
SMOKE
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.2 KiB |
| False | |
|---|---|
| True | 44 |
| Value | Count | Frequency (%) |
| False | 2067 | |
| True | 44 | 2.1% |
| Distinct | 1268 |
|---|---|
| Distinct (%) | 60.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.008011404 |
| Minimum | 1 |
|---|---|
| Maximum | 3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1.5848125 |
| median | 2 |
| Q3 | 2.47742 |
| 95-th percentile | 3 |
| Maximum | 3 |
| Range | 2 |
| Interquartile range (IQR) | 0.8926075 |
Descriptive statistics
| Standard deviation | 0.6129534518 |
|---|---|
| Coefficient of variation (CV) | 0.3052539695 |
| Kurtosis | -0.8793946101 |
| Mean | 2.008011404 |
| Median Absolute Deviation (MAD) | 0.452986 |
| Skewness | -0.1049116449 |
| Sum | 4238.912074 |
| Variance | 0.3757119341 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 448 | 21.2% |
| 1 | 211 | 10.0% |
| 3 | 162 | 7.7% |
| 2.825629 | 3 | 0.1% |
| 1.636326 | 3 | 0.1% |
| 2.115967 | 2 | 0.1% |
| 2.174248 | 2 | 0.1% |
| 2.530035 | 2 | 0.1% |
| 2.450069 | 2 | 0.1% |
| 1.439962 | 2 | 0.1% |
| Other values (1258) | 1274 |
| Value | Count | Frequency (%) |
| 1 | 211 | |
| 1.000463 | 1 | < 0.1% |
| 1.000536 | 1 | < 0.1% |
| 1.000544 | 1 | < 0.1% |
| 1.000695 | 1 | < 0.1% |
| 1.001307 | 1 | < 0.1% |
| 1.001995 | 1 | < 0.1% |
| 1.002292 | 1 | < 0.1% |
| 1.003063 | 1 | < 0.1% |
| 1.003563 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 3 | 162 | |
| 2.999495 | 1 | < 0.1% |
| 2.994515 | 1 | < 0.1% |
| 2.993448 | 1 | < 0.1% |
| 2.991671 | 1 | < 0.1% |
| 2.989389 | 1 | < 0.1% |
| 2.988771 | 1 | < 0.1% |
| 2.987718 | 1 | < 0.1% |
| 2.987406 | 1 | < 0.1% |
| 2.984323 | 1 | < 0.1% |
SCC
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.2 KiB |
| False | |
|---|---|
| True | 96 |
| Value | Count | Frequency (%) |
| False | 2015 | |
| True | 96 | 4.5% |
| Distinct | 1190 |
|---|---|
| Distinct (%) | 56.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.010297696 |
| Minimum | 0 |
|---|---|
| Maximum | 3 |
| Zeros | 411 |
| Zeros (%) | 19.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.124505 |
| median | 1 |
| Q3 | 1.6666775 |
| 95-th percentile | 2.677133 |
| Maximum | 3 |
| Range | 3 |
| Interquartile range (IQR) | 1.5421725 |
Descriptive statistics
| Standard deviation | 0.8505924308 |
|---|---|
| Coefficient of variation (CV) | 0.8419225683 |
| Kurtosis | -0.6205877595 |
| Mean | 1.010297696 |
| Median Absolute Deviation (MAD) | 0.804157 |
| Skewness | 0.4984896147 |
| Sum | 2132.738436 |
| Variance | 0.7235074834 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 411 | 19.5% |
| 1 | 234 | 11.1% |
| 2 | 183 | 8.7% |
| 3 | 75 | 3.6% |
| 0.110174 | 2 | 0.1% |
| 1.661556 | 2 | 0.1% |
| 0.245354 | 2 | 0.1% |
| 1.067817 | 2 | 0.1% |
| 0.288032 | 2 | 0.1% |
| 1.252472 | 2 | 0.1% |
| Other values (1180) | 1196 |
| Value | Count | Frequency (%) |
| 0 | 411 | |
| 9.6 × 10-5 | 1 | < 0.1% |
| 0.000272 | 1 | < 0.1% |
| 0.000454 | 1 | < 0.1% |
| 0.001015 | 1 | < 0.1% |
| 0.001086 | 1 | < 0.1% |
| 0.001272 | 1 | < 0.1% |
| 0.001297 | 1 | < 0.1% |
| 0.00203 | 1 | < 0.1% |
| 0.00342 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 3 | 75 | |
| 2.999918 | 1 | < 0.1% |
| 2.998981 | 1 | < 0.1% |
| 2.971832 | 1 | < 0.1% |
| 2.939733 | 1 | < 0.1% |
| 2.936551 | 1 | < 0.1% |
| 2.931527 | 1 | < 0.1% |
| 2.892922 | 2 | 0.1% |
| 2.891986 | 1 | < 0.1% |
| 2.89118 | 1 | < 0.1% |
| Distinct | 1129 |
|---|---|
| Distinct (%) | 53.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6578659237 |
| Minimum | 0 |
|---|---|
| Maximum | 2 |
| Zeros | 557 |
| Zeros (%) | 26.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.62535 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 2 |
| Range | 2 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.6089272597 |
|---|---|
| Coefficient of variation (CV) | 0.9256099727 |
| Kurtosis | -0.5486604004 |
| Mean | 0.6578659237 |
| Median Absolute Deviation (MAD) | 0.484872 |
| Skewness | 0.6185024143 |
| Sum | 1388.754965 |
| Variance | 0.3707924076 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 557 | |
| 1 | 292 | 13.8% |
| 2 | 109 | 5.2% |
| 0.630866 | 4 | 0.2% |
| 1.119877 | 3 | 0.1% |
| 0.0026 | 3 | 0.1% |
| 0.009254 | 2 | 0.1% |
| 0.8324 | 2 | 0.1% |
| 1.36595 | 2 | 0.1% |
| 0.828549 | 2 | 0.1% |
| Other values (1119) | 1135 |
| Value | Count | Frequency (%) |
| 0 | 557 | |
| 7.3 × 10-5 | 1 | < 0.1% |
| 0.000355 | 1 | < 0.1% |
| 0.000436 | 1 | < 0.1% |
| 0.001096 | 1 | < 0.1% |
| 0.00133 | 1 | < 0.1% |
| 0.001337 | 1 | < 0.1% |
| 0.001518 | 1 | < 0.1% |
| 0.00159 | 1 | < 0.1% |
| 0.00164 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2 | 109 | |
| 1.99219 | 1 | < 0.1% |
| 1.990617 | 1 | < 0.1% |
| 1.983678 | 1 | < 0.1% |
| 1.980875 | 1 | < 0.1% |
| 1.978043 | 1 | < 0.1% |
| 1.972926 | 1 | < 0.1% |
| 1.97117 | 1 | < 0.1% |
| 1.969507 | 1 | < 0.1% |
| 1.967259 | 1 | < 0.1% |
CALC
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.6 KiB |
| Sometimes | |
|---|---|
| no | |
| Frequently | 70 |
| Always | 1 |
Length
| Max length | 10 |
|---|---|
| Median length | 9 |
| Mean length | 6.912837518 |
| Min length | 2 |
Characters and Unicode
| Total characters | 14593 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | no |
|---|---|
| 2nd row | Sometimes |
| 3rd row | Frequently |
| 4th row | Frequently |
| 5th row | Sometimes |
Common Values
| Value | Count | Frequency (%) |
| Sometimes | 1401 | |
| no | 639 | |
| Frequently | 70 | 3.3% |
| Always | 1 | < 0.1% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| sometimes | 1401 | |
| no | 639 | |
| frequently | 70 | 3.3% |
| always | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2942 | |
| m | 2802 | |
| o | 2040 | |
| t | 1471 | |
| s | 1402 | |
| S | 1401 | |
| i | 1401 | |
| n | 709 | 4.9% |
| y | 71 | 0.5% |
| l | 71 | 0.5% |
| Other values (7) | 283 | 1.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 13121 | |
| Uppercase Letter | 1472 | 10.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 2942 | |
| m | 2802 | |
| o | 2040 | |
| t | 1471 | |
| s | 1402 | |
| i | 1401 | |
| n | 709 | 5.4% |
| y | 71 | 0.5% |
| l | 71 | 0.5% |
| u | 70 | 0.5% |
| Other values (4) | 142 | 1.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 1401 | |
| F | 70 | 4.8% |
| A | 1 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 14593 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 2942 | |
| m | 2802 | |
| o | 2040 | |
| t | 1471 | |
| s | 1402 | |
| S | 1401 | |
| i | 1401 | |
| n | 709 | 4.9% |
| y | 71 | 0.5% |
| l | 71 | 0.5% |
| Other values (7) | 283 | 1.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 14593 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 2942 | |
| m | 2802 | |
| o | 2040 | |
| t | 1471 | |
| s | 1402 | |
| S | 1401 | |
| i | 1401 | |
| n | 709 | 4.9% |
| y | 71 | 0.5% |
| l | 71 | 0.5% |
| Other values (7) | 283 | 1.9% |
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.6 KiB |
| Public_Transportation | |
|---|---|
| Automobile | |
| Walking | 56 |
| Motorbike | 11 |
| Bike | 7 |
Length
| Max length | 21 |
|---|---|
| Median length | 21 |
| Mean length | 18.12837518 |
| Min length | 4 |
Characters and Unicode
| Total characters | 38269 |
|---|---|
| Distinct characters | 23 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Public_Transportation |
|---|---|
| 2nd row | Public_Transportation |
| 3rd row | Public_Transportation |
| 4th row | Walking |
| 5th row | Public_Transportation |
Common Values
| Value | Count | Frequency (%) |
| Public_Transportation | 1580 | |
| Automobile | 457 | 21.6% |
| Walking | 56 | 2.7% |
| Motorbike | 11 | 0.5% |
| Bike | 7 | 0.3% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| public_transportation | 1580 | |
| automobile | 457 | 21.6% |
| walking | 56 | 2.7% |
| motorbike | 11 | 0.5% |
| bike | 7 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 4096 | |
| i | 3691 | 9.6% |
| t | 3628 | 9.5% |
| a | 3216 | 8.4% |
| n | 3216 | 8.4% |
| r | 3171 | 8.3% |
| l | 2093 | 5.5% |
| b | 2048 | 5.4% |
| u | 2037 | 5.3% |
| P | 1580 | 4.1% |
| Other values (13) | 9493 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 32998 | |
| Uppercase Letter | 3691 | 9.6% |
| Connector Punctuation | 1580 | 4.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 4096 | |
| i | 3691 | |
| t | 3628 | |
| a | 3216 | |
| n | 3216 | |
| r | 3171 | |
| l | 2093 | |
| b | 2048 | |
| u | 2037 | |
| p | 1580 | 4.8% |
| Other values (6) | 4222 |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 1580 | |
| T | 1580 | |
| A | 457 | 12.4% |
| W | 56 | 1.5% |
| M | 11 | 0.3% |
| B | 7 | 0.2% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 1580 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 36689 | |
| Common | 1580 | 4.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 4096 | |
| i | 3691 | |
| t | 3628 | |
| a | 3216 | |
| n | 3216 | |
| r | 3171 | |
| l | 2093 | 5.7% |
| b | 2048 | 5.6% |
| u | 2037 | 5.6% |
| P | 1580 | 4.3% |
| Other values (12) | 7913 |
Common
| Value | Count | Frequency (%) |
| _ | 1580 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 38269 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 4096 | |
| i | 3691 | 9.6% |
| t | 3628 | 9.5% |
| a | 3216 | 8.4% |
| n | 3216 | 8.4% |
| r | 3171 | 8.3% |
| l | 2093 | 5.5% |
| b | 2048 | 5.4% |
| u | 2037 | 5.3% |
| P | 1580 | 4.1% |
| Other values (13) | 9493 |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.6 KiB |
| Obesity_Type_I | |
|---|---|
| Obesity_Type_III | |
| Obesity_Type_II | |
| Overweight_Level_I | |
| Overweight_Level_II | |
| Other values (2) |
Length
| Max length | 19 |
|---|---|
| Median length | 16 |
| Mean length | 16.19232591 |
| Min length | 13 |
Characters and Unicode
| Total characters | 34182 |
|---|---|
| Distinct characters | 27 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Normal_Weight |
|---|---|
| 2nd row | Normal_Weight |
| 3rd row | Normal_Weight |
| 4th row | Overweight_Level_I |
| 5th row | Overweight_Level_II |
Common Values
| Value | Count | Frequency (%) |
| Obesity_Type_I | 351 | |
| Obesity_Type_III | 324 | |
| Obesity_Type_II | 297 | |
| Overweight_Level_I | 290 | |
| Overweight_Level_II | 290 | |
| Normal_Weight | 287 | |
| Insufficient_Weight | 272 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| obesity_type_i | 351 | |
| obesity_type_iii | 324 | |
| obesity_type_ii | 297 | |
| overweight_level_i | 290 | |
| overweight_level_ii | 290 | |
| normal_weight | 287 | |
| insufficient_weight | 272 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 5095 | |
| _ | 3663 | 10.7% |
| I | 3059 | 8.9% |
| i | 2655 | 7.8% |
| t | 2383 | 7.0% |
| y | 1944 | 5.7% |
| O | 1552 | 4.5% |
| s | 1244 | 3.6% |
| v | 1160 | 3.4% |
| g | 1139 | 3.3% |
| Other values (17) | 10288 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 23510 | |
| Uppercase Letter | 7009 | 20.5% |
| Connector Punctuation | 3663 | 10.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 5095 | |
| i | 2655 | |
| t | 2383 | |
| y | 1944 | 8.3% |
| s | 1244 | 5.3% |
| v | 1160 | 4.9% |
| g | 1139 | 4.8% |
| h | 1139 | 4.8% |
| p | 972 | 4.1% |
| b | 972 | 4.1% |
| Other values (10) | 4807 |
Uppercase Letter
| Value | Count | Frequency (%) |
| I | 3059 | |
| O | 1552 | |
| T | 972 | 13.9% |
| L | 580 | 8.3% |
| W | 559 | 8.0% |
| N | 287 | 4.1% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 3663 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 30519 | |
| Common | 3663 | 10.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 5095 | |
| I | 3059 | 10.0% |
| i | 2655 | 8.7% |
| t | 2383 | 7.8% |
| y | 1944 | 6.4% |
| O | 1552 | 5.1% |
| s | 1244 | 4.1% |
| v | 1160 | 3.8% |
| g | 1139 | 3.7% |
| h | 1139 | 3.7% |
| Other values (16) | 9149 |
Common
| Value | Count | Frequency (%) |
| _ | 3663 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 34182 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 5095 | |
| _ | 3663 | 10.7% |
| I | 3059 | 8.9% |
| i | 2655 | 7.8% |
| t | 2383 | 7.0% |
| y | 1944 | 5.7% |
| O | 1552 | 4.5% |
| s | 1244 | 3.6% |
| v | 1160 | 3.4% |
| g | 1139 | 3.3% |
| Other values (17) | 10288 |
Spearman\'s ρ
The Spearman\'s rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson\'s r. It\'s value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson\'s r
The Pearson\'s correlation coefficient (r) is a measure of linear correlation between two variables. It\'s value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall\'s τ
Similarly to Spearman\'s rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It\'s value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér\'s V (φc)
Cramér\'s V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér\'s V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| Gender | Age | Height | Weight | family_history_with_overweight | FAVC | FCVC | NCP | CAEC | SMOKE | CH2O | SCC | FAF | TUE | CALC | MTRANS | NObeyesdad | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Female | 21.0 | 1.62 | 64.0 | yes | no | 2.0 | 3.0 | Sometimes | no | 2.0 | no | 0.0 | 1.0 | no | Public_Transportation | Normal_Weight |
| 1 | Female | 21.0 | 1.52 | 56.0 | yes | no | 3.0 | 3.0 | Sometimes | yes | 3.0 | yes | 3.0 | 0.0 | Sometimes | Public_Transportation | Normal_Weight |
| 2 | Male | 23.0 | 1.80 | 77.0 | yes | no | 2.0 | 3.0 | Sometimes | no | 2.0 | no | 2.0 | 1.0 | Frequently | Public_Transportation | Normal_Weight |
| 3 | Male | 27.0 | 1.80 | 87.0 | no | no | 3.0 | 3.0 | Sometimes | no | 2.0 | no | 2.0 | 0.0 | Frequently | Walking | Overweight_Level_I |
| 4 | Male | 22.0 | 1.78 | 89.8 | no | no | 2.0 | 1.0 | Sometimes | no | 2.0 | no | 0.0 | 0.0 | Sometimes | Public_Transportation | Overweight_Level_II |
| 5 | Male | 29.0 | 1.62 | 53.0 | no | yes | 2.0 | 3.0 | Sometimes | no | 2.0 | no | 0.0 | 0.0 | Sometimes | Automobile | Normal_Weight |
| 6 | Female | 23.0 | 1.50 | 55.0 | yes | yes | 3.0 | 3.0 | Sometimes | no | 2.0 | no | 1.0 | 0.0 | Sometimes | Motorbike | Normal_Weight |
| 7 | Male | 22.0 | 1.64 | 53.0 | no | no | 2.0 | 3.0 | Sometimes | no | 2.0 | no | 3.0 | 0.0 | Sometimes | Public_Transportation | Normal_Weight |
| 8 | Male | 24.0 | 1.78 | 64.0 | yes | yes | 3.0 | 3.0 | Sometimes | no | 2.0 | no | 1.0 | 1.0 | Frequently | Public_Transportation | Normal_Weight |
| 9 | Male | 22.0 | 1.72 | 68.0 | yes | yes | 2.0 | 3.0 | Sometimes | no | 2.0 | no | 1.0 | 1.0 | no | Public_Transportation | Normal_Weight |
Last rows
| Gender | Age | Height | Weight | family_history_with_overweight | FAVC | FCVC | NCP | CAEC | SMOKE | CH2O | SCC | FAF | TUE | CALC | MTRANS | NObeyesdad | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2101 | Female | 25.722004 | 1.628470 | 107.218949 | yes | yes | 3.0 | 3.0 | Sometimes | no | 2.487070 | no | 0.067329 | 0.455823 | Sometimes | Public_Transportation | Obesity_Type_III |
| 2102 | Female | 25.765628 | 1.627839 | 108.107360 | yes | yes | 3.0 | 3.0 | Sometimes | no | 2.320068 | no | 0.045246 | 0.413106 | Sometimes | Public_Transportation | Obesity_Type_III |
| 2103 | Female | 21.016849 | 1.724268 | 133.033523 | yes | yes | 3.0 | 3.0 | Sometimes | no | 1.650612 | no | 1.537639 | 0.912457 | Sometimes | Public_Transportation | Obesity_Type_III |
| 2104 | Female | 21.682367 | 1.732383 | 133.043941 | yes | yes | 3.0 | 3.0 | Sometimes | no | 1.610768 | no | 1.510398 | 0.931455 | Sometimes | Public_Transportation | Obesity_Type_III |
| 2105 | Female | 21.285965 | 1.726920 | 131.335786 | yes | yes | 3.0 | 3.0 | Sometimes | no | 1.796267 | no | 1.728332 | 0.897924 | Sometimes | Public_Transportation | Obesity_Type_III |
| 2106 | Female | 20.976842 | 1.710730 | 131.408528 | yes | yes | 3.0 | 3.0 | Sometimes | no | 1.728139 | no | 1.676269 | 0.906247 | Sometimes | Public_Transportation | Obesity_Type_III |
| 2107 | Female | 21.982942 | 1.748584 | 133.742943 | yes | yes | 3.0 | 3.0 | Sometimes | no | 2.005130 | no | 1.341390 | 0.599270 | Sometimes | Public_Transportation | Obesity_Type_III |
| 2108 | Female | 22.524036 | 1.752206 | 133.689352 | yes | yes | 3.0 | 3.0 | Sometimes | no | 2.054193 | no | 1.414209 | 0.646288 | Sometimes | Public_Transportation | Obesity_Type_III |
| 2109 | Female | 24.361936 | 1.739450 | 133.346641 | yes | yes | 3.0 | 3.0 | Sometimes | no | 2.852339 | no | 1.139107 | 0.586035 | Sometimes | Public_Transportation | Obesity_Type_III |
| 2110 | Female | 23.664709 | 1.738836 | 133.472641 | yes | yes | 3.0 | 3.0 | Sometimes | no | 2.863513 | no | 1.026452 | 0.714137 | Sometimes | Public_Transportation | Obesity_Type_III |
Most frequently occurring
| Gender | Age | Height | Weight | family_history_with_overweight | FAVC | FCVC | NCP | CAEC | SMOKE | CH2O | SCC | FAF | TUE | CALC | MTRANS | NObeyesdad | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7 | Male | 21.0 | 1.62 | 70.0 | no | yes | 2.0 | 1.0 | no | no | 3.0 | no | 1.0 | 0.0 | Sometimes | Public_Transportation | Overweight_Level_I | 15 |
| 3 | Female | 21.0 | 1.52 | 42.0 | no | yes | 3.0 | 1.0 | Frequently | no | 1.0 | no | 0.0 | 0.0 | Sometimes | Public_Transportation | Insufficient_Weight | 4 |
| 0 | Female | 16.0 | 1.66 | 58.0 | no | no | 2.0 | 1.0 | Sometimes | no | 1.0 | no | 0.0 | 1.0 | no | Walking | Normal_Weight | 2 |
| 1 | Female | 18.0 | 1.62 | 55.0 | yes | yes | 2.0 | 3.0 | Frequently | no | 1.0 | no | 1.0 | 1.0 | no | Public_Transportation | Normal_Weight | 2 |
| 2 | Female | 21.0 | 1.52 | 42.0 | no | no | 3.0 | 1.0 | Frequently | no | 1.0 | no | 0.0 | 0.0 | Sometimes | Public_Transportation | Insufficient_Weight | 2 |
| 4 | Female | 22.0 | 1.69 | 65.0 | yes | yes | 2.0 | 3.0 | Sometimes | no | 2.0 | no | 1.0 | 1.0 | Sometimes | Public_Transportation | Normal_Weight | 2 |
| 5 | Female | 25.0 | 1.57 | 55.0 | no | yes | 2.0 | 1.0 | Sometimes | no | 2.0 | no | 2.0 | 0.0 | Sometimes | Public_Transportation | Normal_Weight | 2 |
| 6 | Male | 18.0 | 1.72 | 53.0 | yes | yes | 2.0 | 3.0 | Sometimes | no | 2.0 | no | 0.0 | 2.0 | Sometimes | Public_Transportation | Insufficient_Weight | 2 |
| 8 | Male | 22.0 | 1.74 | 75.0 | yes | yes | 3.0 | 3.0 | Frequently | no | 1.0 | no | 1.0 | 0.0 | no | Automobile | Normal_Weight | 2 |